{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ],
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "# Analysis of An $AR(1)$ Model in pyMC3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "autoscroll": "json-false",
    "ein.tags": [
     "worksheet-0"
    ],
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running on PyMC3 v3.7\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import pymc3 as pm\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import arviz as az\n",
    "\n",
    "plt.style.use('seaborn-darkgrid')\n",
    "print('Running on PyMC3 v{}'.format(pm.__version__))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ],
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "Consider the following AR(1) process, initialized in the\n",
    "infinite past:\n",
    "$$\n",
    "   y_t = \\theta y_{t-1} + \\epsilon_t,\n",
    "$$\n",
    "where $\\epsilon_t \\overset{iid}{\\sim} {\\cal N}(0,1)$.  Suppose you'd like to learn about $\\theta$ from a a sample of observations $Y^T = \\{ y_0, y_1,\\ldots, y_T \\}$.\n",
    "\n",
    "First, let's generate our sample."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "autoscroll": "json-false",
    "ein.tags": [
     "worksheet-0"
    ],
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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NN7//RpUXhud5abR68tcALQ6pdhRqG68/ggK05kqJZHpixzg35WdnmwOrabV87GpzcNfeNp44N81MIMw9+9oB8FXZOU/6wHFlhA21UUBTtYL9zOU5onGdu/e1cf+hLn7n9fswKnDH7sp16FtLug/2TCoPKAi1hjcQodVpwWTYfBBIOsL2h5OCvZEN8OOv38efv+0wX/7wzTxwbTdQWEAz4guWPTWRtvSlI+y97c6UH7v6nSJVK9hPnp+mxW7mSG8yX/2263r43q+9hpsHWyq8smXa0oK9JBG2UJvMBCI50yGwHGGP+EJM+SOr8tcraXFYeM3uVkwGpeB+O6PzQd7+6ed57Kw3z9UXx+WZAK0Ocya1ajIaUDubaqKApioFOxxL8PTlWe7c04ZxxSe/3Wys4KrW02w3YVRgViJsoUbx+nN7sCFZmg7JOggAtTN3gczKM558GJkLoQPfuzCd1+2L5fJMkF1tqzt9Hup2cWbSX/Uj/6pSsH90aYZAJM7d+9py37iCGBSFFoclMwtPEGoNrz+c09IHyeZPAC8O+wByVkbCckfLfNs3eAPJA9AfXZkjWiarrK7rXJ4NZNIhaW4aaCEUS/Dk+fJ+WGyVol0iqqoagL8BjgBh4Oc0TbtQikV958wkDrORmwaqJ/2xEa0OM7OSEhFqkFg8wdxSNGfRDCxH2Oe9AbqbrHk5tRxmIxajkneEnbYYBiJxXhqdL8v7fyYQwR+OZw4c09y+u5WBFjuff36Y1+1vR6nQcO9cbCXC/gnApmnarcBvA39WigXFEzqPn5nitl2t606hq5FWp0UOHYWaZGYpik5uDzYsjwnTYcP89VoURSmofcO0P4LNZMBiVPjBpdm8fqdQ1h44pjEaFN5/Yx9nJv08N+Qry2OXgq0o4u3AtwA0TfsRcGMpFnR2cpGZQITXVnk6JE2bRNhCjZKucszn0NFqMmBMBZ37O/Jv8OS2m/O29XkDEXqabdzQ7ymfYK+x9K3k/kNdtDstVd0TZSuFM83A/Ip/x1VVNWmaFgNwuayYTIUfEh4wGfnInbt54IZ+bFV2yJiNnlYns5oXt9u+5a9RRqMBj6dyY88qQSPuGapj38GU73hXd3Nea2myJaPlY7va8l57R5MNfzSOx+PIuee5UJQej517D3byP75xhrmYzq720nT/03Wdb56e4B9/NERXs5U9OzxZ368fes1O/uSxc4wEohwuUUV1KZ/rrQj2AtC04t+GtFgD+FMVVIViBH7r9fvx+ZaohTYyTqNCNK4zMrm45Qk4Ho8Dn2+pRCurDRpxz1Ad+74ymRRsm57Iay0OswFfEHY4zXmv3Wk2MDK3hM+3lHPPE74Qx/rdHOtJplwefXmU997Ql9fjbMbsUoRPfuc8T16Y4VB3E793337m54NZb3v//nb+5smL/PV3L/DJtxzc8mND4c91R0fThtdtJSXyNHA/gKqqPwac2sJ91SytqWrHGXGKCFVIQtd5XPNmbVDmDUQwKOTdB9ppNdFkNdHTnDvnncaT55CPhK4zHYjQ7rSyw21nV5uj4LTIPz07xJdfHlt3+Z88cZFnLs/ya3fs4tPvuX5dSf1KXFYT7zjSy3fPexnxZRf1SrIVwX4ICKmq+gzwKeCjpVlSbZEunhFrn1CNPHFumt955AyPaeuLUab9YdqcllW1Dpuxw23jaJ+7oNSfx25iIRTL6W+eD0aJJfSMY+WO3a28ODKf9+DfiYUQf/f0Ff7hh0MkVlRKRuMJfnhlljdd08UHbu7PWdEJ8FNHe1GAh05O5PXY20nR3+E1TUsAv1jCtdQkrc5khD0bkINHofr4yslxIDmp6f5Us/40yYg2/6Zl//P+AwU/vsduRgcWQ1HaN7ld2tLXmRLs1+xu5fPPj/Dc1Tnu2d+R83H+48QYcT1p2zsz6c/0B3l5dIFAJM5tO/NvadHZZOWOPW18/fQEv3DbIJYqcqtVz0pqlFaJsIUq5ersEseHfBgNSqZCcSVef2GCbTMbCzYCLJenbx4pewOr27xe19OMxahwcix3Q6alSJyHTo1z84AHgwLfvziTue6Zy7OYDAo3DRbWNO4dR3rwBaN8r8oKaUSwt4jHbsagSD8Rofp46OQERoPC+27oY8QXYnJxtRFg2h+hIw8P9lZw59lPJNPmNRVhm4wG9na40KZyC/bDpyfwh+P80u07ua63eZVgP315luv73JlKzXy5ebCFPo8ta068kohgbxFjqsmN9BMRqolwLMEjr0xw15423qAmUwovjvhWXT8XjBYUYRdDvg2g0imRthUHoAe7XJyd2nywQDyh828vjnJtTzOHe5q5Y3cb57wBJhZCTCyEuDSzxGt2Fd7h06AovP26Hk6MLnBxOlDw75cLEewS0OqwSPGMUFV87/w086EYbz/Sw94OJy6rkReHl9MiT6UaLF3X21zWdRQi2B67eVW+WO104Q/HGZ3f2OD7/YszjM6HeN+NyRFld+xJFtz94NIsz1xOukyKEWyAN1/Thdmo8JWXx4v6/XIggl0Ckv1EJMIWqoevvDxGn8fGTQMejAaFozvcq/LYXzs1QU+zteDcbqG4bfl17PP6w+t6mhzsSvqxz0xu3Kf630+M0tts5a69ySPNna12+j02vn9phmcuz9HTbGVna3FTZFocFl63v4NvvDpJMBrP/QvbgAh2CWh1WiQlIlQNV2aXODG6wNuu7cGQsuAd6/cwNBdk2h9mxBfkuSEfDxzuzlxfLmxmI3azIXcOO4tjZXebE5NB4ewGgp3QdU6NL3L3vvaMXU9RFO7Y08bxIR/PDc1x267WLVUg33+ok0Akzqmx6uiVLYJdAlod5mQjnRoY4inUP+lRV3fuWe7Hc6wvWWb94sg8D5+ewKAkv/JvB/kUz3j9ETrXHIBaTAb2tjs5O5n94HF8IUQ4lmDXmkZOd+xuIxLXCUYT3FZkOiRNvycZnU8VWbldakSwS0Cbw0I4lmCpSr42CY3NkC+IQYEdHlvmsv2dLpwWI88P+Xj4lUlu3dlKd7Ntk3spHR67mblNBDuW0Jldyj5IQe1yoW1w8HhlNlmJuLbz3vU7mnFZjZiNCjcNbC3lk3bRTC1WxzdoEewSIMUzQjUxPBekp9mG2bj89jYZFK7f4eYbr07i9Ud4a2re4naQq2Pf3FKEhE7WvtwHu1zMh2KML6yPcK+kOu/tXNN5z2Q08M7re3nr4e4tT6mymgx47GaJsOuJNqcUzwjVw/BckP6W9Qdtx/rcROM6rQ7ztg6zztUTO23pa3eu94QfSPXePju1Po99eXYJj92ccaKs5Jdv38XH7t1X7JJX0emyrPOwVwoR7BLQKsN4hSpB13WGfUEGPFkEuz+Zx37zNd2YjNv31s+Vw04LdrYIe2+HC6NC1jz21dkldhXpACmEziYrUyLY9UNbumOfOEWECjO7FCUQiWeNsK/pbuLjr9/Hz9y89ZalheCxmwhE4oRj2ec0TgdWVzmuxGoysLvdmdUpcnlmaV06pBx0NVmZ8lfHe1sEuwR4HBYUZHq6UHmG55IHcdkEW1EU3nZdD8223PMYS0mmeGaDlKHXv3mb1wOdLs5Orj549C1FmQ/F1h04loNOlxVfMLrhB852IoJdAkwGBbddRoUJlWco1cM5W0qkUqQFe26D98e0P0Krw7Jh69MDXS7mgtFVUe5GsxnLQWdT8oPEWwUHjyLYJUKqHYVqYHguiNGg0OPeHstePiwL9gYRdmB9leNKDnQlW6WuzGNvq2CnrH3VcPAogl0iktPTJcIWKsuwL8gOty2vRv3bRbpj39wGKUNvjq6B+zucGA0KJ0aWqw2vzi5hMxnoLmD6TbF0NqW82BJh1w9tEmELVcDQXDBTnVct5EqJJAV74wjbZjZy684WHj/nzUyTuTyzxGCro+yl9bAcYVdD8YwIdolIduyr/BMqNC66rjPiy+7BriSeVAOobO+PSCyBL482r2840MHkYpiTo8ko+8rsUtFNnQrFYTHSZDXltPaN+IJ86smL3Pf/fsijZybLspatjfkWMrQ6zASjCYLR+JarqwShGKYDEYLRRNVF2CajAZfVmDWHnR5evVmEDXDXnnaspvN86+wUB7pcjC+EeeBw+fPXaTqbLBumRGIJnd/75lke17wYDAr37Gvnpv7ydEEUwS4RrakIYSYQoa/K3jBCYzCUsvQNtFTPgWMaj93MXJYznlFfstd1rsk3DouRO/e08cS5ad5yOFlWvx0Hjmk6XdYNDx2/e87LdzQv7z62gw/c1FfWKT6SEikRy9PT5eBRqAybebArjcduzhphP3HOi9Vk4MiO3IMU7jvQiS8Y5T9OjALre4iUk84Nimd0Xefzz48w2GLno3fvLvvINRHsEtGX6ox2LkvPA0HYDoZ9QcxGhe6mKo2w1wQzsXiCx89Nc+eetrxmLt66s4Umq4lvnZnCoGyv17zLZWU2ECEaX10889yQD23Kz/tv6tuWA1AR7BIx0GJnoMXOkxeqa8qy0DgMzSUtfcYqsvSlcWeJsJ+96sMXjPLGg5153YfFZOCe/e0kdNjhtq0aJ1ZuOpss6CTPCVbyz88P0+a08OMHt6e3uAh2iVAUhbv3tnN8eJ6FkKRFhO2nGi19aTy29YL96JlJ3DYTt+5syft+7juQHCi8nflrWOHFXpHHPju5yLNXfbzn2I5t+/AQwS4h9+xrI57Q+cGl2UovRWgwErrO6HyoKvPXkGwAFYomCKWGfCxF4jx1YYbX7e9Y1bc7F8f6POzvcHLTYP4iXwqyVTv+8/MjOC1G3nGkZ9vWIYJdQg52N9HpsvC985IWEbaXqcUw4ViCgSoV7HSE+uBLYwA8dXGaUCyRdzokjdGg8IUP3MB7ju0o+Ro3I1M8kzp4nFgI8fg5L2+7rgeXdfvMdmLrKyEGReGuve18/fQEoWgcm/ixhTISjCaj1LlglIveAEDVCva9+zv44ZCPv/zPy8wEolyaCdDdZM3LHVINuKzJYcLplMjXTk2g6/Cuo73bug4R7BJz9942HnxpjB9emeO1+9orvRyhCvnkd85zuN/DW1L52GJ5+PQkf/LdCwAoQE+zlf0drhKssPRYTAb+/F3X84mHTvGFF0YA+Jmb+7fFWVEKFEWh02Vlyh8mltD5+ukJbt3VQs82zcVMI4JdYo71uWm2mXjywrQItrCOhK7zjVcn+d6Fae7b27alw6rxhRBWk4FHPnILTVZTVbpDVmI0KPzWPXvocFn4wvGRbZvaXirSk2eevjTLlD/Cb92zd9vXIDnsEmMyGrhjTxvfvzhLLF75hudCdeH1RwjHEswtRXnq4swW7ytMu9OCx26uerFOoygKH7plgMd++dZtd3pslc6mZLXjV0+N0+60cPs2zsVMI4JdBl67t43FcIwXRuYrvRShyhhJDRgwKPDQyfEt3ZfXH6EzRw+OaqVWUiEr6XJZmA5EeObyLA8c7trWuZhpikqJqKrqBv4FaAYswH/RNO2HpVxYLXNDqvHLmYlFbtlm+5FQ3aTLx99xrI8HXxjZcMJ5Pnj94Uxzf6H8dDZZSejJ84IHru2uyBqK/Yj4L8ATmqbdBXwQ+OuSragOcFlNdDVZuTizVOmlCFXGsC+EyaDwa6/dg1GBr56aKOp+dF3P2UdaKC1pa98tO1vY4a6MG6dYwf4U8Hepn01AqDTLqR/2tDu4OB2o9DKEKmMkNRGmx23n9t1tPPLKxLr+FPngD8cJxRJlbzYkLLOrzYHRoPDuo9vrAV9JzpSIqqofBj665uIPaZr2vKqq3SRTI7+x9vdcLismU3E+ZKPRgMdTWwcSaznY6+b4s0O4mmx557rqYd+F0mh7HlsMs6vDhdFo4H23DvKRf3mRFyb8vPGawr5ie1NNxnZ2NtXM36/Wn2uPx8ELH38dzgILZUq575yPrGnap4FPr71cVdVrgS8C/1XTtKfWXu/fwvwzj8eBz1fb6YS+JguRWILTV2fzPg2vh30XSiPtWdd1rs4EuL63mXg8wXUdTrqbrPzuV09zcXyBdxzpybvY6tJY8kDbaaBm/n718lz7goVNlip03x0dG59LFJUSUVX1EPAg8F5N0x4t5j7qnT3tTgAuSR5bSDGzFE1NhEkWWxgNCp9622EOdLn486cu8Y7PPFQnLPsAAB4bSURBVM/TefahSU8/kRx2Y1FsDvuTgA34C1VVn1RV9WslXFNdsKvVgQKSxxYyjKQcIisnEu3tcPJXP3kdf/uu67CaDPzFf17K677SbT5zzUIU6ouibH2apr211AupN2xmIzs8Ni6JYAsphlMe7GwtUG/o93DP/g6+cHyEWELHlKMQZmoxTLPNJP1qGgwpnCkje9qcq6x9uq7zD89c5ezkYgVXJVSKEV8Qo5Ls+ZGNna12Ygmd0ZSwb8Z0QCx9jYgIdhnZ3e5gaC5IJJa0bZ2bCvD3P7zKl17eWoWbUJsM+0L0uDd2De1KHU5fmc0t2FP+CB1OsfQ1GiLYZWRPm5N4Qs9Ms/722SkAzk7K3Md64viQj1hCz3m7EV9wVf56LYMZwc59UD3tD0uE3YCIYJeR3e3JN+ClmQAJXecxzQskDyLTUbdQ21zwBvilB0/y7TNTm95O13WGfZuP8HJZTbQ7LTkFO57QmZGUSEMigl1GBlscGJWkQJ8cXWByMcyde9qIJXQuzshhZD1wOSWuL49t3uhrPhjDH47T59m8f/LONgdXcwj23FKEuI5UOTYgIthlxGIyMNDi4OL0Et8+O4XVZOAXbhsE4EwRaZHHzk7xT88OlXqZwhZIN3M6Pb75QfJmDpGV7Gyxc2U2iK5vnGJJj6kSwW48RLDLzO52B+e9fp44N83tu1vZ1+GkyWoq2CnyyvgCv/+oxueeG970zSxsL2khvjgdIBCJ5bxdTsFudbAYjjGzFN3wNl4pmmlYRLDLzJ42J2MLYeaCUd5woBNFUVC7XJsePL4yvsAzl2czwuwLRvnth88QS+gEInEWwxsLg7C9jPiCmI0KCR3OTGz8nI74ghgU6HXnSImkDh43S4t4UxF2rfbCFopHBLvM7EkdPDotRl6zKzmh4mCniwvTgQ27tP2f717k179yml/90ikuTAf4g0c1pgMR3n9jHwDjC8X3aSk1j2tevvnqZKWXUTGGfaHM83pqfGHT23U3WXOOBNvZltsp4vWHMSrQ4hDBbjREsMvM7rZkT5G797VjTb1ZD3S5iMZ1Lk1nf1NO+8PsanVwZtLPez73Ak9fnuWjd+/hdfuTMyInFqqnm+0/PTvEp3/UmHn1QCTGTCDCoe4mBlvsm+axc1n60nS6LNjNBi5v0oPG64/Q5rTUzFgwoXSIYJeZgVY7P3NzPx+8uT9zWXpKyJkseeyErjOzFOXufW18+Wdv5F3X9/LTN/bxzut76E5NaN7uCHvaH+ajD53mK2tGWiV0natzQUbnQ3n5kOuNEV/yg7PfY+dwbzOnxxeyni/EEzpXZ/ObLKMoCjtbHVzdpHjG64/QLgeODYlMTS8zBkXhV+/YteqyPo8Np8XI2an1Oc+FYIx4QqfVYaHFYeG3Xrc8mbnVYcZqMjC+jRH2uSk/H33oNFP+CMFonLdf15O5bnIxTDjlJ59YCOUVQdYT6fmM/S12rg018Y1XJhlbCK2bRnJybIHFcIxjfe687ndnq4MTm8wD9QbCOQ8vhfpEIuwKYFAUDmxw8Di9lDxQasvShU1RFLqarExsU4T99KVZfv6LLwNwQ7+bC97AqghyZZ41Xc3ZSAxluu/ZONzTDMDpsfXfmp68MI3ZqHDbrvymbO9sdTCxGCYYjWe93uuPSJe+BkUEu0KonS7Oe/3E1hw8zgTSgm3O+ns9zdZti7B//9Gz7PDY+Oz7jnLX3nbmQzFmV9jNVva8GG5AwR7xBWl1mHFaTOxpd2IzGdYdPOq6zpPnp7l5oAVXnpNKdrYmo+dsTpFQNM5CKEZnk6REGhER7ApxsKuJSFxfN+AgI9gbOAC6m23bEmGHonHmQzFer3bQ4bKyp225zD7N1dklmqwmnBZjxmfcSAz7Qgyk8tImg8Kh7qZ1B4/nvAHGFsK8dl9b3vc7uEkTKOmD3diIYFeIA10uYH0jqOUIO/sbsqfZylwwSmiDr8ulYj6U9Hq77clIf3dqgs7FFc6Wq7NL7Gy10+exN2RKZK3z43BPM9qUP5PXB3jy/DQGBe7ck79g93vsGJXs1r70pJlOOXRsSESwK8RAix2H2cg572rBnl2KYjUZcFqyN6bvSTlFyh1lzweTqQ+PLfk1vs1hxm0zrZqgc2U2yGCrg36PveEi7GA0jtcfWXX4d21PE7GEjrbiMPnJCzMc2eEuyDNtMRnY4bFnTYlMp8vSmyTCbkREsCuEQVHY4bExOr86Hz0TSHpsFSW7x7Y71fx+fLG8eez5UFKw0xG2oijsaXdmImx/OMZ0IMLOVgcDLTbG50Pr8vH1zEqHSJpre5sxGhT+8qlL+MMxhueCXJgOcPfe/KPrNIMt9kxjqZVk+ohIL+yGRAS7gvQ229YdIM4EIhvmr2E5wi63F3s+mEqJ2JYPP/e0O7k0k3SKpKO/na12+lvsxHXWffjUM8MZD/ZyqXmb08If3n+A0xOL/OqXTvHwKxMA3L23veD7H2x1MDwXJL7G3z42H8JpMeKyymiwRkR82BWkx23j+SEfuq5nIuqZpcimHtsOlxWjApNldor40ikR+/JLZE+7g0AkzuRiOHMgNtjqyKRPhn3BzIFZvTOcZaAuwL1qB2ajwu88coZXJhZRO105+4dkY7DFTiSuM7G42td9ZXaJna2ODb+BCfWNRNgVpKfZylLKjZFmJhDd8MARkm6EDpe1/BH2mpQILJfZX5xZ4srsEkaDQp/blnFKNNLB47AvSIvdnNWqd9fedv70rddgNRm4/1BnUfef/uBb+ze9OrvEYKsUzTQqEmFXkN5MeiOEx24mGk/gC0Y3TYlAUujL3U9kPhjDYTZiXjF/cHfa2jcd4MrsEv2e5HxCj92My2pc5cUORuPMB6OZcvp6Y8S3ean5bbtaefyXb830jymUwYwXO8itO5OXLUXiTPkjDLY0xrcYYT0SYVeQntRX5fFU7jdX0Uya7mbbtkTYbvvqz3O33UyHy8LF6QBXZ4OZVqCKoqxzivzx4+f5uVSVZD0yPBdclb/Ohs1sLDp10ZL6ELy6qpp0+dxAaExEsCtIOsIeS4nv9GLy/5ulRCAZYXv94bI2XJoPxlYdOKbZ0+bknDewLl890GLPRNjzwSjf0bxMLobr0jkSiiYj3XL2TlEUhcEWB1dXfGtJN4QaaJBzAmE9ItgVpMlmwmU1ZiLs9CSRXILd3Wwjri/fvhxki7AhPUEnQCyhM7giJTDQYmdiMUwkluCbZ6aIxJeHL9QbI6nnayCP7ntbYbB1dUHS1bklFHJPrRHqFxHsCtPTbGMslY9OF0XkE2EDZe0pMh+MZo+wUxWPsDwdBZJ+5ETK2vfVk+MYU5mAzUZd1SqjKUvfjiLcH4Uw2OJgckUTqCuzQXrdtqLz4kLtI898hVnpxfamUiKtOQ4du7eh2nE+FFvlEEmT7ikCrHIrDKSivm++OsmlmSXeeKgLSE74rjfSz1dPmQV7rftGHCKCCHaF6XHbGJ8Po+s604EwTVZTzgiqu6m8EXY8obMYiuG2rU+J7EpZ+1odZppXROBpx8S/vTiK3WzgPUd3AKzq7lcvjC+EsJoMtGT5QCslgyu69iV0naG5oDhEGhwR7Aqz0os9vRjJ6RCBpPug1WEum1NkMRRDBzxZBMlhMdLrtq1KhwA025K9RsKxBG840MmOlIOiPgU7TE+ztezFK/0eOwrJCHtqMUwolhCHSIMjPuwKs9KL7fWHc6ZD0iTbrJYnwk4fFGZLiQD8f6/fl7U51UCLnVPji7zt2m6cFiMWo8JsoP5SIhMLoUyLgHJiMxvpbrZydS6YcYg0SiWpkB0R7Aqz0os97Q+zb8Wh3qa/12zlvDeQ+4ZFsFzlmP3lcfNgS9bLb+j3YDEZONTdhKIotDoszNahS2RsPsSh7qZteayBlmTXvqspD/ZgmZ0pQnWzpZSIqqoHVFWdV1W1PsvZtoGVXmyvP5zTIZJmsMXOaErkV3Juys8fPHqW6Bb8z74sjZ/y4Vfu2MXfvutIJlXQ4jDXXYS9FEmmr7q3aeLLYIuDobkgV2aDOC3GvF8fQn1StGCrqtoM/BmwvSO864y0F/vSdIBAOE6bIz+RfPM13SQSOg++NLbq8j9/6hLfeHVqVd/qQskVYedLm9PCXJ3lsNMHvcU0dCqGwVY7gUicF0d8DErTp4anKMFWVVUB/h74OLC+aa9QED3NNk5PJEdL5RtB9bfYuWtvG19+eTwzfebk2ALPD/kA1o0eK4R0971CI+y1tNjNzNaZrS9j6dumHilpa9/F6SVJhwi5c9iqqn4Y+Oiai68CX9Q07WVVVbP+nstlxWQqrmev0WjA42mcw5XBNidPaFPJn7ua8t77L9y9l/f847M8cXmO9908wOe//iotDjOLoRjjgWjRf8OwnuwKuKOzaUsRXW+rg7mzU7jd9g3vp9aea1/UC4Da78HTVLxo57vva3cu/90O9Lpr6m+1llp7rktFKfedU7A1Tfs08OmVl6mqegH4cErMu4HHgDtX3sa/hbJpj8eBz9c4gXub3YSeagti1fW8976n2cKh7iY+84PL7Gyy8NT5aX759p08+uoUZ0bni/4bTvqCNNtMzM9vrV2qw6gQjesMTy6s8myvpNae60sTi1iMCqZYfEvrznffdl3HajIQjiXocphq6m+1llp7rktFofvu6Nj4QLuolIimaXs1Tbtb07S7gQngDcXcj5BkZT60kEMlRVF43w07GJoL8rGHz9BsM/HO63vZ1ebIOl4qXzaqciyUllQ+vp682OMLIbqbbRi2KZdsUJRMWkQsfYIUzlQB6XyoQaHg6rl79nfQ3WRlcjHMu4/uwGU1savNwYgvuGp6N5DpSZGL+WA0a9FMoaQ95Vs5eNR1nRMj83mvfTOC0TiLK4ZFFMNYqmhmOxlosUvTJwEogWBrmrZT07TGGeZXBtLWvhaHBaOhsMjNZFD40I8N0NVk5aeO9QLJQQMJfbl/MsCrE4u89q+e4cTIfM77nA9Fs5alF0prJsIu7uBxaC7ILz14ko/8+8v85Gee59Ezk+h68S1l//u3NH7zq6eL/n3YvqKZlbzpUBfvuWGHNH0SJMKuBnrcyYitw1Vc5Pb263p45CO3ZPLE6VFel1c4RX5waYZ4Quc/TozmvD9fsDQpkXSEXWhKRNd1PvvsEO/53HG0KT+/fPtO2pwWfu+bGh/+t5eKaisbjSd45vLsqv7ShRKKxpldim6bpS/NHXva+Ojde7b1MYXqRAS7CmiymnBajLQ3laYoYqDFjkFZbe07PpyMrL93YSYz2SYbuq5v2Fq1UNx2MwoUXDzz/Uuz/PUPrvCa3W08+MEb+dAtA3z2fUf5xH37OTW+yMOnJwtey6nxBYLRBLNL0aKHKqR7t3Rvc0pEENKIYFcBiqJw7/4O7tjbXpL7s5gM9HnsmQg7FI1zenyBO3a3Ek/oPHx6YsPfXYrGiSX0VdPSi8VkUPDYzcwVWJ7+tVMTtDkt/NGbD9Ke+tZhUBQeONxNq8Oc6R9eCM9e9WV+ni6y+jJTNFOncyqF6kcEu0r43fv287Ov2VWy+9vd5sgI9smxBaJxnXcc6eWGfjcPnZogsUEueL7IsvSNaHGYN43o1zLtD/P0pRnedKgLU5Z8fq/blpnQUwjPXZ3LnA9sVbC3O4ctCGlEsOuUXW0OhnxBovEELwz7MCpwfV8zb7+uh7H5EM9encv6e6UqS0/TWmB5+jdfnSKuwwOHu7Je37Ni4EO+LISivDqxyG07k02rvP7iBHtsPozJoNDukn4eQmUQwa5TdrU5iCd0hn1Bjg/Pc7C7CafFxN1722mxm/nKy+NZf69UZelpWgsoT9d1na+dnuD6Hc0beo57mm1MLIY3/IaQjePD8yR0ePM1yQ+BYgV7YiFEd7N12zzYgrAWEew6ZXdr0inyyvgir0wsckO/B0jmt99yuIvvX5zh5dH5dTa5TEqkRNNUWp2WvF0iL48uMDQX5IHD3RvepqfZSjSuF5Rmee7qHE6Lkdt3t2FUYDpQXBXueAUsfYKwEhHsOmWwNVls8dVTE8QTOjelBBvgHUd6cVhM/NwXX+a9n3+RL744mnFOpFMipTh0hKQXOxCJryviycbXTk/gtBi5V+3Y8Dbp/uFjBeSxn706x7E+NxaTgTanpfiUSAWKZgRhJSLYdYrNnBzldXJsAZNB4ciO5sx1vW4bX//5m/nte/diNir82fcu8tnnhoHlCLupVCmRVPFMrmG8gUiMxzUvr1c7sJs3bhq2PKEnvyh5dD7IiC/ELamhCx0ua2Y6fSGEYwlmAhGJsIWKIoJdx+xKTTg/3NOEbY0Iuqwm3nGkl8//9DFu3dnCl14eJxpPMB+K0mQ1ZXVoFENLnsUzx4d8hGIJfvxQ56a3S0e4+R48Ppey892cEWwL3iJSIhPiEBGqABHsOmZ3SrBvWJEOycZPHd3BTCDCd89N4wtGS+YQATIDGXIdPKYtiPs7XJveLj2AON+UyHNXfXS6LJnhtW1OS1ERdsbS55aUiFA5RLDrmD2p+ZA3DWwu2LfuaqHfY+PfT4wxH4yVzCEC+UfYV+eCtDstuKy5PywKsfZdnAlkZkxCMsKeD8WI5JFTX8mV1BDcAWnAJFQQEew65t79HfyvNx3gWJ9709sZFIV3Ht3BqfEFTk8slDTCzjSAyuHquDobZLA1PzHsabbmlcPWdZ3JhTBdK+YvdjiTPxdaPHNhOoDbZpKZikJFEcGuYywmA2840JnX1Ji3XNOFw2zEH46XNMK2mY04zMZNy9N1Xefq3BI78+z33NNsY2IhlNOL7Q/HWYrG6V6Rd04XvRTaQOridIC9HU6ZqShUFBFsAUgeQr4pVVhSKg92mlzl6b5glIVQLNOoPxc9bhuRuJ4zap9cTIryqgg7JdiFRNgJXU8KdirFJAiVQgRbyPCu65P9tNtL/LW/1bF5efrVVH4434kqaWvfWI60yMRiMs/dnSUlUogXe2w+RDCayJwJCEKlEMEWMuxsc/CP7z7CO470lPR+Wx3mTQ8dr6YGLeQ7FTzt1MjVBCpbhO22Jy2LhQj2xekAgETYQsURwRZWcWSHOy+nRiG0OjfvJ3J1NojFqOTtce7JRNibC/bEQhijQVl1UKgoCh0uy6ry9B9cmuG3H36VqcXsEfuFlGDvbpeZikJlEcEWyk6rw4IvuPHggCuzS/S32PMej2Y3G/HYzTmtfZOLYTpd68eutTutqyLs/zgxxhPnpvnAF07w8uj6EWoXvEv0um04LaX9IBOEQhHBFspOv8dOQt8453x1LshgS2HRa0+zlfH5XDns1Za+NB2u5eKZWDzBS6PzvGZXK3azgV/8j5N8/dTqAQ8XZ+TAUagORLCFstOfyk2vHAqcJhpPMDofytuDnabXbcuZEpncTLBTLpFXJhYJRhM8cLiLz773KMf63PzhY+cY8SUPQiOxBEOzS+yRdIhQBYhgC2VnICPY6wfgDs8uEU/oRUTYNiYXwxtOUU/oOlOLYbqa1ufF250WFsMxQtE4x4eTvUaO9Xtw28184r79ADzySnJu5JXZJeK6HDgK1YEItlB2PHYzzTZTVsG+PJ2MuncWGGH3NNuSHfQ2cJ/MBiLEEnrWgbntK7zYx4d87O9w4kl5z7ubbdwy2MI3XpkkoeuZA0ex9AnVgAi2sC0MtNizCvbFaT+Qvwc7TW8Oa182S1+atBd71Bfi5NgCN67ptfKWw11MLIZ5fsjHxekAJoOSt+VQEMqJCLawLWwk2JenA7Q6zAVbCbszfbGzC/ZESrC7swh2OsL+7vlpInGdG9d0M7xrbztNVhMPn57gwnSAXW0OTEZ5qwiVR16FwrbQ77EzuRgmFI2vuvzydKDg6BqW+2KP+IqIsFOC/fg5L0YFjq5pjmU1GXjjwU6+d36aMxN+SYcIVYMItrAtpA8e1wrspelAUekGp8XEnnYHT1+ezXr9xEIYm8lAs2195N5kNWE1GVgIxTjQ1ZQ1un/gcBeRuM5cMCoHjkLVIIItbAtpF8hKa58vGGVuKZp3l7613Hegk5NjC4zOr0+1TC6G6W62Zu2upyhKpl/K2vx1GrXTxb6OpFCLpU+oFkSwhW2hryWZc16Zx746m+ohUqBDJM0bDybHiX37jHfddRsVzaRJp0Vu2mAaj6IovO26HowGBbVz8yk4grBdiGAL24LTYqLdaVkl2NpU0jKXnj1ZKD3NNo7uaOZbZ6bW+bEnF8N0Z/Fgp2l3WtcNJ17LTx7p4asfvokOl4wFE6oDEWxh21jrFPn+xRl2tjky7VKL4Y0HO7k8u8S5lPhDsjpxJhDZNMJ+19FefuuePeuGE69EUZRVww8EodIUJdiqqhpVVf0LVVWfVlX1uKqqby71woT6o7/FznCq5NsfjnF82Mfr8pyIsxGv29+ByaDwzTOTmcumUtNkurIUzaQ52ufm7Ud6i35cQagExUbY7wfMmqa9BngrsLd0SxLqlcEWO7NLURZDMZ65PEssoXPvwa4t3afbbua2Xa08dtZLPJFMi2xm6ROEWqZYwb4PGFFV9RvAPwAPl25JQr3Sn5o4PuQL8p8XZ2ixmzm6waFfIbzxYCfTgQgvpPqCiGAL9UrO8jJVVT8MfHTNxV4gBLwZuBP4p9T/M7hcVkymjfODm2E0GvB4Gs9KVe/7vmawFYDJYIxnrszxhkNdWMzGLe/5Lcf6+KPvnOfvfjjErWoX89Fk3221rwW7pbjXYLmp9+c6G424ZyjtvnMKtqZpnwY+vfIyVVW/CDyiaZoOPKWq6v61v+cvcCr1SjweBz7f+lac9U6979ttAAX44rNXWQzFuLXfTTyeKMme/+CNKh97+FU++E/P0eu24baZCC+FCVfpn7Pen+tsNOKeofB9d3Q0bXhdsSmRHwD3A6iqegQYKvJ+hAbCYjLQ02zlxOgCVpOBWwZbSnbfd+1t44/edIBXxhf41pkpcXcIdUmxgv0PgKKq6o+Avwd+sXRLEuqZgVTF4y2DLZta6orhnv0d/M83HcSgLPcaEYR6oqghdZqmhYGfLfFahAZgoMXOj67Oceee1rLc/+vVDjqcFjwOc1nuXxAqiUwVFbaVg90u7GYDd+xpK9tjXL+m+54g1Asi2MK2cv+hLu7a005Tli56giBsjpSmC9uKQVFErAWhSESwBUEQagQRbEEQhBpBBFsQBKFGEMEWBEGoEUSwBUEQagQRbEEQhBpBBFsQBKFGUNbOwhMEQRCqE4mwBUEQagQRbEEQhBpBBFsQBKFGqKqmDqqqGoC/AY4AYeDnNE27UNlVlQdVVc3AZ4CdgBX4Q+BV4LOADpwGfkXTtESFllg2VFXtBF4AXg/EaIw9/w7wAGAh+Rp/ijred+r1/TmSr+848PPU+XOtquotwB9rmna3qqp7ybJXVVV/H3gTyb/Fb2ia9lwhj1FtEfZPADZN024Ffhv4swqvp5z8NDCjadodwI8DfwX8X+B3U5cpJCfS1xWpN/LfAcHURY2w57uB24DXAHcB/dT/vu8HTJqm3Qb8D+B/Ucd7VlX1vwH/CKRHHa3bq6qqx0g+/7cA7wb+utDHqTbBvh34FoCmaT8CbqzscsrKg8AnVvw7BtxAMvICeBS4d7sXtQ38KfC3wFjq342w5/uAU8BDwMPAI9T/vs8BptS35mYgSn3v+SLw9hX/zrbX24HHNE3TNU0bIvn36SjkQapNsJuB+RX/jquqWlVpm1KhaZpf07RFVVWbgC8BvwsoqcHGAItAXXXiV1X1g4BX07Rvr7i4rvecop1k8PFOkuP0vgAY6nzffpLpkLMkRwr+JXX8XGua9mWSH0ppsu11rb4V/DeoNsFeAFaODDZomhar1GLKjaqq/cD3gH/WNO1fgZX5vCbAV5GFlY+fBV6vquqTwPXA54HOFdfX454BZoBva5oW0TRNA0KsfqPW474/SnLP+0meSX2OZP4+TT3ueSXZ3str9a3gv0G1CfbTLE9j/zGSXyPrElVVu4DHgI9pmvaZ1MUnUvlOSOa1v1+JtZULTdPu1DTtLk3T7gZeAj4APFrPe07xA+CNqqoqqqr2Ak7giTrf9xzL0eQsYKbOX99ryLbXp4H7VFU1qKo6QDIgnS7kTqst3fAQyQjsGZKJ+g9VeD3l5ONAC/AJVVXTuexfB/5SVVULcIZkqqTe+U3gH+p5z5qmPaKq6p3AcySDpF8BLlPf+/4U8BlVVb9PMrL+OHCc+t7zSta9rjVNi6f+Hj9k+XVQEFKaLgiCUCNUW0pEEARB2AARbEEQhBpBBFsQBKFGEMEWBEGoEUSwBUEQagQRbEEQhBpBBFsQBKFGEMEWBEGoEf5/DObPdh3gYegAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(seed=42)\n",
    "\n",
    "T = 100\n",
    "y = np.zeros((T,))\n",
    "\n",
    "for i in range(1,T):\n",
    "    y[i] = 0.95 * y[i-1] + np.random.normal()\n",
    "\n",
    "plt.plot(y);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ],
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "Consider the following prior for $\\theta$: $\\theta \\sim {\\cal N}(0,\\tau^2)$.\n",
    "We can show that the posterior distribution of $\\theta$ is of the form\n",
    "\n",
    "$$\n",
    " \\theta |Y^T \\sim {\\cal N}( \\tilde{\\theta}_T, \\tilde{V}_T),\n",
    "$$\n",
    "\n",
    "where\n",
    "\n",
    "$$\n",
    "\\begin{eqnarray}\n",
    "        \\tilde{\\theta}_T &=& \\left( \\sum_{t=1}^T y_{t-1}^2 + \\tau^{-2} \\right)^{-1} \\sum_{t=1}^T y_{t}y_{t-1} \\\\\n",
    "        \\tilde{V}_T      &=& \\left( \\sum_{t=1}^T y_{t-1}^2 + \\tau^{-2} \\right)^{-1}\n",
    "\\end{eqnarray}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "autoscroll": "json-false",
    "ein.tags": [
     "worksheet-0"
    ],
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "tau = 1.0\n",
    "with pm.Model() as ar1:\n",
    "    beta = pm.Normal('beta', mu=0, sigma=tau)\n",
    "    likelihood = pm.AR('likelihood', beta, sigma=1.0, observed=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [beta]\n",
      "Sampling 4 chains, 0 divergences: 100%|██████████| 12000/12000 [00:01<00:00, 7564.71draws/s]\n"
     ]
    }
   ],
   "source": [
    "with ar1:\n",
    "    trace = pm.sample(1000, tune=2000, cores=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_trace(trace);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "autoscroll": "json-false",
    "ein.tags": [
     "worksheet-0"
    ],
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean: 0.956 (exact = 0.956)\n",
      "Std: 0.032 (exact = 0.032)\n"
     ]
    }
   ],
   "source": [
    "mup = ((y[:-1]**2).sum() + tau**-2)**-1 * np.dot(y[:-1],y[1:])\n",
    "Vp =  ((y[:-1]**2).sum() + tau**-2)**-1\n",
    "\n",
    "print('Mean: {:5.3f} (exact = {:5.3f})'.format(trace['beta'].mean(), mup))\n",
    "print('Std: {:5.3f} (exact = {:5.3f})'.format(trace['beta'].std(), np.sqrt(Vp)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ],
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "## Extension to AR(p)\n",
    "We can instead estimate an AR(2) model using pyMC3.\n",
    "\n",
    "$$\n",
    " y_t = \\phi_1 y_{t-1} + \\phi_2 y_{t-2} + \\epsilon_t.\n",
    "$$\n",
    "\n",
    "The `AR` distribution infers the order of the process by size the of `rho` argmument passed to `AR`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "autoscroll": "json-false",
    "ein.tags": [
     "worksheet-0"
    ],
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "with pm.Model() as ar2:\n",
    "    beta = pm.Normal('beta', mu=0, sigma=tau, shape=2)\n",
    "    likelihood = pm.AR('likelihood', beta, sigma=1.0, observed=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [beta]\n",
      "Sampling 4 chains, 0 divergences: 100%|██████████| 12000/12000 [00:03<00:00, 3772.52draws/s]\n",
      "The number of effective samples is smaller than 25% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with ar2:\n",
    "    trace = pm.sample(1000, tune=2000, cores=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_trace(trace);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ],
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "You can also pass the set of AR parameters as a list. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "autoscroll": "json-false",
    "ein.tags": [
     "worksheet-0"
    ],
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "with pm.Model() as ar3:\n",
    "    beta0 = pm.Normal('beta0', mu=0, sigma=tau)\n",
    "    beta1 = pm.Uniform('beta1', -1, 1)\n",
    "    likelhood = pm.AR('y', [beta0, beta1], sigma=1.0, observed=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [beta1, beta0]\n",
      "Sampling 4 chains, 0 divergences: 100%|██████████| 12000/12000 [00:03<00:00, 3496.54draws/s]\n",
      "The acceptance probability does not match the target. It is 0.8875840301924248, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The acceptance probability does not match the target. It is 0.8828855631522673, but should be close to 0.8. Try to increase the number of tuning steps.\n"
     ]
    }
   ],
   "source": [
    "with ar3:\n",
    "    trace = pm.sample(1000, tune=2000, cores=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_trace(trace);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "name": "AR.ipynb"
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
